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Ravinandan
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b918dff
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Parent(s):
dcfbbe4
Update app.py
Browse files
app.py
CHANGED
@@ -1,6 +1,5 @@
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import torch
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from transformers import AutoModelForCausalLM, AutoTokenizer
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from PIL import Image
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import gradio as gr
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# Load the model and tokenizer
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@@ -15,7 +14,7 @@ tokenizer = AutoTokenizer.from_pretrained("qresearch/llama-3.1-8B-vision-378", u
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# Define the function to process the image and instruction
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def describe_image(image, instruction):
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description = model.answer_question(
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image, instruction, tokenizer, max_new_tokens=
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)
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return description
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@@ -24,12 +23,21 @@ interface = gr.Interface(
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fn=describe_image,
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inputs=[
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gr.Image(type="pil"), # Input for the image
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gr.Textbox(
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],
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outputs=
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description="Upload an image and enter an instruction to generate a description based on the provided instruction."
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)
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# Launch the Gradio app
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interface.launch()
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import torch
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import gradio as gr
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# Load the model and tokenizer
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# Define the function to process the image and instruction
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def describe_image(image, instruction):
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description = model.answer_question(
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image, instruction, tokenizer, max_new_tokens=1000, do_sample=True, temperature=0.3
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)
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return description
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fn=describe_image,
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inputs=[
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gr.Image(type="pil"), # Input for the image
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gr.Textbox(
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placeholder="Enter your instruction here...",
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label="Instruction",
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lines=10, # Increase number of lines for instruction input
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max_lines=20 # Maximum number of lines for scrolling
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)
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],
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outputs=gr.Textbox(
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label="Description",
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lines=10, # Increase number of lines for output
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max_lines=30 # Maximum number of lines for scrolling
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),
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title="LLaMA 3.1 with Vision",
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description="Upload an image and enter an instruction to generate a description based on the provided instruction."
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)
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# Launch the Gradio app
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interface.launch()
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